diff --git a/timm/models/metaformers.py b/timm/models/metaformers.py
index 36263e34..8cc373eb 100644
--- a/timm/models/metaformers.py
+++ b/timm/models/metaformers.py
@@ -772,7 +772,7 @@ default_cfgs = generate_default_cfgs({
         classifier='head.fc.fc2'),
     'convformer_s18.sail_in22k_ft_in1k_384': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/convformer/convformer_s18_384_in21ft1k.pth',
-        classifier='head.fc.fc2', input_size=(3, 384, 384)),
+        classifier='head.fc.fc2', input_size=(3, 384, 384), pool_size=(12,12)),
     'convformer_s18.sail_in22k': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/convformer/convformer_s18_in21k.pth',
         classifier='head.fc.fc2', num_classes=21841),
@@ -782,13 +782,13 @@ default_cfgs = generate_default_cfgs({
         classifier='head.fc.fc2'),
     'convformer_s36.sail_in1k_384': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/convformer/convformer_s36_384.pth',
-        classifier='head.fc.fc2', input_size=(3, 384, 384)),
+        classifier='head.fc.fc2', input_size=(3, 384, 384), pool_size=(12,12)),
     'convformer_s36.sail_in22k_ft_in1k': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/convformer/convformer_s36_in21ft1k.pth',
         classifier='head.fc.fc2'),
     'convformer_s36.sail_in22k_ft_in1k_384': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/convformer/convformer_s36_384_in21ft1k.pth',
-        classifier='head.fc.fc2', input_size=(3, 384, 384)),
+        classifier='head.fc.fc2', input_size=(3, 384, 384), pool_size=(12,12)),
     'convformer_s36.sail_in22k': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/convformer/convformer_s36_in21k.pth',
         classifier='head.fc.fc2', num_classes=21841),
@@ -798,13 +798,13 @@ default_cfgs = generate_default_cfgs({
         classifier='head.fc.fc2'),
     'convformer_m36.sail_in1k_384': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/convformer/convformer_m36_384.pth',
-        classifier='head.fc.fc2', input_size=(3, 384, 384)),
+        classifier='head.fc.fc2', input_size=(3, 384, 384), pool_size=(12,12)),
     'convformer_m36.sail_in22k_ft_in1k': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/convformer/convformer_m36_in21ft1k.pth',
         classifier='head.fc.fc2'),
     'convformer_m36.sail_in22k_ft_in1k_384': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/convformer/convformer_m36_384_in21ft1k.pth',
-        classifier='head.fc.fc2', input_size=(3, 384, 384)),
+        classifier='head.fc.fc2', input_size=(3, 384, 384), pool_size=(12,12)),
     'convformer_m36.sail_in22k': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/convformer/convformer_m36_in21k.pth',
         classifier='head.fc.fc2', num_classes=21841),
@@ -814,13 +814,13 @@ default_cfgs = generate_default_cfgs({
         classifier='head.fc.fc2'),
     'convformer_b36.sail_in1k_384': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/convformer/convformer_b36_384.pth',
-        classifier='head.fc.fc2', input_size=(3, 384, 384)),
+        classifier='head.fc.fc2', input_size=(3, 384, 384), pool_size=(12,12)),
     'convformer_b36.sail_in22k_ft_in1k': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/convformer/convformer_b36_in21ft1k.pth',
         classifier='head.fc.fc2'),
     'convformer_b36.sail_in22k_ft_in1k_384': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/convformer/convformer_b36_384_in21ft1k.pth',
-        classifier='head.fc.fc2', input_size=(3, 384, 384)),
+        classifier='head.fc.fc2', input_size=(3, 384, 384), pool_size=(12,12)),
     'convformer_b36.sail_in22k': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/convformer/convformer_b36_in21k.pth',
         classifier='head.fc.fc2', num_classes=21841),
@@ -831,13 +831,13 @@ default_cfgs = generate_default_cfgs({
         classifier='head.fc.fc2'),
     'caformer_s18.sail_in1k_384': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/caformer/caformer_s18_384.pth',
-        classifier='head.fc.fc2', input_size=(3, 384, 384)),
+        classifier='head.fc.fc2', input_size=(3, 384, 384), pool_size=(12,12)),
     'caformer_s18.sail_in22k_ft_in1k': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/caformer/caformer_s18_in21ft1k.pth',
         classifier='head.fc.fc2'),
     'caformer_s18.sail_in22k_ft_in1k_384': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/caformer/caformer_s18_384_in21ft1k.pth',
-        classifier='head.fc.fc2', input_size=(3, 384, 384)),
+        classifier='head.fc.fc2', input_size=(3, 384, 384), pool_size=(12,12)),
     'caformer_s18.sail_in22k': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/caformer/caformer_s18_in21k.pth',
         classifier='head.fc.fc2', num_classes=21841),
@@ -847,13 +847,13 @@ default_cfgs = generate_default_cfgs({
         classifier='head.fc.fc2'),
     'caformer_s36.sail_in1k_384': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/caformer/caformer_s36_384.pth',
-        classifier='head.fc.fc2', input_size=(3, 384, 384)),
+        classifier='head.fc.fc2', input_size=(3, 384, 384), pool_size=(12,12)),
     'caformer_s36.sail_in22k_ft_in1k': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/caformer/caformer_s36_in21ft1k.pth',
         classifier='head.fc.fc2'),
     'caformer_s36.sail_in22k_ft_in1k_384': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/caformer/caformer_s36_384_in21ft1k.pth',
-        classifier='head.fc.fc2', input_size=(3, 384, 384)),
+        classifier='head.fc.fc2', input_size=(3, 384, 384), pool_size=(12,12)),
     'caformer_s36.sail_in22k': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/caformer/caformer_s36_in21k.pth',
         classifier='head.fc.fc2', num_classes=21841),
@@ -863,13 +863,13 @@ default_cfgs = generate_default_cfgs({
         classifier='head.fc.fc2'),
     'caformer_m36.sail_in1k_384': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/caformer/caformer_m36_384.pth',
-        classifier='head.fc.fc2', input_size=(3, 384, 384)),
+        classifier='head.fc.fc2', input_size=(3, 384, 384), pool_size=(12,12)),
     'caformer_m36.sail_in22k_ft_in1k': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/caformer/caformer_m36_in21ft1k.pth',
         classifier='head.fc.fc2'),
     'caformer_m36.sail_in22k_ft_in1k_384': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/caformer/caformer_m36_384_in21ft1k.pth',
-        classifier='head.fc.fc2', input_size=(3, 384, 384)),
+        classifier='head.fc.fc2', input_size=(3, 384, 384), pool_size=(12,12)),
     'caformer_m36.sail_in22k': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/caformer/caformer_m36_in21k.pth',
         classifier='head.fc.fc2', num_classes=21841),
@@ -879,13 +879,13 @@ default_cfgs = generate_default_cfgs({
         classifier='head.fc.fc2'),
     'caformer_b36.sail_in1k_384': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/caformer/caformer_b36_384.pth',
-        classifier='head.fc.fc2', input_size=(3, 384, 384)),
+        classifier='head.fc.fc2', input_size=(3, 384, 384), pool_size=(12,12)),
     'caformer_b36.sail_in22k_ft_in1k': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/caformer/caformer_b36_in21ft1k.pth',
         classifier='head.fc.fc2'),
     'caformer_b36.sail_in22k_ft_in1k_384': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/caformer/caformer_b36_384_in21ft1k.pth',
-        classifier='head.fc.fc2', input_size=(3, 384, 384)),
+        classifier='head.fc.fc2', input_size=(3, 384, 384), pool_size=(12,12)),
     'caformer_b36.sail_in22k': _cfg(
         url='https://huggingface.co/sail/dl/resolve/main/caformer/caformer_b36_in21k.pth',
         classifier='head.fc.fc2', num_classes=21841),